高斯过程论文趋势 2023–2026

主要结论

• 高斯过程论文从 2023 年的 154 篇增长到 2026 年的 341 篇，三年间扩大到约 2.2 倍。
• NeurIPS 是发高斯过程论文最多的会议，2023–2026 年共 372 篇，占四个会议总量的 35%。
• 交叉方向里涨得最快的是三维视觉：同时属于两个主题的论文从 2023 年的 0 篇增至 2026 年的 158 篇。
• 在「概率与贝叶斯」的 5 个主题里，它的 2026 年论文数排第 1；同组增长最快的生成流是 1.9 倍，高斯过程是 2.2 倍。

代表论文

按年份和会议均匀挑选，方便快速看到每一届的样貌

• NeurIPS 2026Adaptive Prior Selection in Gaussian Process Bandits with Thompson Sampling
• ICML 2026A unified theory of feature learning in RNNs and DNNs
• ICLR 2026Adaptive Gaussian Expansion for On-the-fly Category Discovery
• CVPR 2026Distilling Unsigned Distance Function for Surface Reconstruction from 3D Gaussian
• NeurIPS 2025Accelerated Evolving Set Processes for Local PageRank Computation
• ICML 2025BARK: A Fully Bayesian Tree Kernel for Black-box Optimization
• ICLR 2025Boosting Methods for Interval-censored Data with Regression and Classification
• CVPR 20253D Gaussian Head Avatars with Expressive Dynamic Appearances by Compact Tensorial Representations
• NeurIPS 2024Numerically Stable Sparse Gaussian Processes via Minimum Separation using Cover Trees
• ICML 2024A Rate-Distortion View of Uncertainty Quantification
• ICLR 2024A General Framework for User-Guided Bayesian Optimization
• CVPR 2024Deep Imbalanced Regression via Hierarchical Classification Adjustment
• NeurIPS 2023A Bayesian Take on Gaussian Process Networks
• ICML 2023Are Gaussian Data All You Need? The Extents and Limits of Universality in High-Dimensional Generalized Linear Estimation
• ICLR 2023Accurate Bayesian Meta-Learning by Accurate Task Posterior Inference
• CVPR 2023Robust and Scalable Gaussian Process Regression and Its Applications
• NeurIPS 2026Amortized Structured Stochastic Variational Inference for Gaussian Process Latent Variable Models
• ICML 2026ALAS: Additive Learnable Alpha-Stable Kernels for Flexible Bayesian Optimization
• ICLR 2026Continuous multinomial logistic regression for neural decoding
• CVPR 2026ELITE Efficient Gaussian Head Avatar from a Monocular Video via

全部高斯过程论文

共 289 篇，第 2 / 6 页

51. CVPR 2026HyperGaussians High-Dimensional Gaussian Splatting for High-Fidelity Animatable Face Avatars
52. CVPR 2026IDESplat Iterative Depth Probability Estimation for Generalizable 3D Gaussian Splatting
53. CVPR 2026Intrinsic Geometry-Appearance Consistency Optimization for Sparse-View Gaussian Splatting
54. CVPR 2026iSplat Iterative Learning for Fine-Grained Gaussian Splatting
55. CVPR 2026L2DGS Low-Light Dynamic Gaussian Splatting
56. CVPR 2026Layered 4D-Rotor Gaussian Splatting A Compressed Representation for Long Dynamic
57. CVPR 2026Learning Differentiable Hierarchies in 3D Gaussian Splatting
58. CVPR 2026Learning Explicit Continuous Motion Representation for Dynamic Gaussian Splatting from
59. CVPR 2026Let it Snow Animating 3D Gaussian Scenes with Dynamic Weather
60. CVPR 2026LumiMotion Improving Gaussian Relighting with Scene Dynamics
61. CVPR 2026MAPo Motion-Aware Partitioning of Deformable 3D Gaussian Splatting for High-Fidelity
62. CVPR 2026Mark4D Temporally-Consistent Watermarking for 4D Gaussian Splatting
63. CVPR 2026MoRGS Efficient Per-Gaussian Motion Reasoning for Streamable Dynamic 3D Scenes
64. CVPR 2026Motion-Aware Animatable Gaussian Avatars Deblurring
65. CVPR 2026MSCD-GS Motion-Separated Cooperative Deblurring Dynamic Reconstruction via Gaussian Splatting
66. CVPR 2026Neural Gabor Splatting Enhanced Gaussian Splatting with Neural Gabor for
67. CVPR 2026Neural Mixture Density Processes
68. CVPR 2026NG-GS NeRF-guided 3D Gaussian Splatting Segmentation
69. CVPR 2026NVGS Neural Visibility for Occlusion Culling in 3D Gaussian Splatting
70. CVPR 2026ODGS-SLAM Omnidirectional Gaussian Splatting SLAM
71. CVPR 2026Off The Grid Detection of Primitives for Feed-Forward 3D Gaussian
72. CVPR 2026OMG-Avatar One-shot Multi-LOD Gaussian Head Avatar
73. CVPR 2026P2GS Physical Prior-guided Gaussian Splatting for Photometrically Consistent Urban Reconstruction
74. CVPR 2026PackUV Packed Gaussian UV Maps for 4D Volumetric Video
75. CVPR 2026ParkGaussian Surround-view 3D Gaussian Splatting for Autonomous Parking
76. CVPR 2026ParticleGS Learning Neural Gaussian Particle Dynamics from Videos for Prior-free
77. CVPR 2026PhysGS Bayesian-Inferred Gaussian Splatting for Physical Property Estimation
78. CVPR 2026PhysHead Simulation-Ready Gaussian Head Avatars
79. CVPR 2026PhysHO Physics-Based Dynamic 3D Gaussian Human and Object from Monocular
80. CVPR 2026Physically Inspired Gaussian Splatting for HDR Novel View Synthesis
81. CVPR 2026PhysIR-Splat Physically Consistent Thermal Infrared Radiative Transfer in 3D Gaussian
82. CVPR 2026Plug-and-Play PDE Optimization for 3D Gaussian Splatting Toward High-Quality Rendering
83. CVPR 2026PolarGuide-GSDR 3D Gaussian Splatting Driven by Polarization Priors and Deferred
84. CVPR 2026Pose-Free Omnidirectional Gaussian Splatting for 360-Degree Videos with Consistent Depth
85. CVPR 2026PRIMU Uncertainty Estimation for Novel Views in Gaussian Splatting from
86. CVPR 2026ProgressiveAvatars Progressive Animatable 3D Gaussian Avatars
87. CVPR 2026Prune Wisely Reconstruct Sharply Compact 3D Gaussian Splatting via Adaptive
88. CVPR 2026RaGS Unleashing 3D Gaussian Splatting from 4D Radar and Monocular
89. CVPR 2026ReLaGS Relational Language Gaussian Splatting
90. CVPR 2026RelightAnyone A Generalized Relightable 3D Gaussian Head Model
91. CVPR 2026RemedyGS Defend 3D Gaussian Splatting Against Computation Cost Attacks
92. CVPR 2026Rethinking Pose Refinement in 3D Gaussian Splatting under Pose Prior
93. CVPR 2026RetimeGS Continuous-Time Reconstruction of 4D Gaussian Splatting
94. CVPR 2026Robust3DGSW Toward Robust Watermarking for Quantization-Aware 3D Gaussian Splatting
95. CVPR 2026SDGS Spatial Difference Guided Gaussian Splatting for Simultaneous Localization and
96. CVPR 2026SGS-Intrinsic Semantic-Invariant Gaussian Splatting for Sparse-View Indoor Inverse Rendering
97. CVPR 2026SharpTimeGS Sharp and Stable Dynamic Gaussian Splatting via Lifespan Modulation
98. CVPR 2026SparseSplat Towards Applicable Feed-Forward 3D Gaussian Splatting with Pixel-Unaligned Prediction
99. CVPR 2026SpeeDe3DGS Speedy Deformable 3D Gaussian Splatting with Temporal Pruning and
100. CVPR 2026Speeding Up the Learning of 3D Gaussians with Much Shorter

常见问题

2023–2026 年四大会议一共有多少篇高斯过程论文？

共 1,049 篇，按年份分别是 2023 年 154 篇、2024 年 231 篇、2025 年 323 篇、2026 年 341 篇。

NeurIPS 2026 有多少篇高斯过程论文？

NeurIPS 2026 有 106 篇高斯过程论文，上一届是 106 篇。

ICLR 2026 有多少篇高斯过程论文？

ICLR 2026 有 40 篇高斯过程论文，上一届是 41 篇。

ICML 2026 有多少篇高斯过程论文？

ICML 2026 有 79 篇高斯过程论文，上一届是 53 篇。

CVPR 2026 有多少篇高斯过程论文？

CVPR 2026 有 116 篇高斯过程论文，上一届是 123 篇。

哪个会议的高斯过程论文最多？

NeurIPS，2023–2026 年共 372 篇。